{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TCP Congestion Control and Bufferbloat\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this assignment, you will create your own network simulation to investigate the dynamics of TCP and how seemingly minor configuration decisions made by network operators can have major performance effects. \n",
    "\n",
    "As discussed in lecture, TCP is a protocol for obtaining reliable transmission over an unreliable packet-switched network. Another important component of TCP is congestion control, i.e. limiting end host send rates to prevent network infrastructure from getting overwhelmed with traffic. \n",
    "\n",
    "However, networks can suffer congestion-related performance issues even when end hosts use TCP. One such issue, known as bufferbloat, can occur when packet buffers on routers and switches are too large. \n",
    "\n",
    "In this assignment, you will use Mininet, a useful tool for network experiments, to emulate a small network and collect various performance statistics relevant to TCP congestion control and bufferbloat. This will allow you to reason about the effects of TCP and router configuration on network performance.   \n",
    "\n",
    "**Put your name and netID in the cell below:**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Name:**张奕鸣\n",
    "\n",
    "**NetId:**10235101501"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "#### TCP Congestion Window Size\n",
    "The TCP congestion window size parameter, typically styled \"cwnd,\" is maintained by the sender and determines how much traffic can be outstanding (sent but not acknowledged) at any time. There are many algorithms for controlling the value of cwnd during a TCP connection, all with the goal of maximizing the connection's throughput while preventing congestion. The additive increase and multiplicative decrease algorithm was discussed in lecture.\n",
    "\n",
    "#### Bufferbloat\n",
    "Bufferbloat is a phenomenon that happens when a switching device is configured to use excessively large buffers, which can in turn cause high latency and packet delay variation (jitter). This can happen even in a typical home network like the following:\n",
    "<img width=600 src=\"figures/home-network.png\">\n",
    "Here, the end host in the home network is connected to the home router. The home router is then connected, via cable or DSL, to a headend router run by the Internet service provider (ISP). By simulating and experimenting with a similar network in Mininet, you will see how bufferbloat causes poor performance.\n",
    "\n",
    "#### Mininet\n",
    "Mininet is a network emulator with which you can create a custom network of virtual hosts, switches, controllers, and links, all on a single computer. The virtual devices in the emulated network can run real programs; anything that can run on linux can run on a Mininet device too. This makes Mininet a valuable tool for fast and easy simulation of network protcols and measurements. This [Introduction to Mininet](https://github.com/mininet/mininet/wiki/Introduction-to-Mininet) is a useful guide for getting started with Mininet's Python API.  The [Mininet website](http://www.mininet.org) has additional resources if you are interested."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part A: Network Simulation & Measurement\n",
    "To start, you should first create the following network using Mininet's Python API, which emulates a typical home netowrk:\n",
    "<img width=450 src=\"figures/mininet-topo.png\">\n",
    "Here h1 is a web server that has a fast connection (1Gb/s) to your home router. The home router has a slow downlink connection (1.5Mb/s) to your home computer. The round-trip propagation delay, or the minimum RTT between h1 and h2 is 20ms.  The router buffer (queue) size will be the parameterized independent variable in your simulation.\n",
    "\n",
    "To create a custom topology in Mininet, we extend the mininet.topo.Topo class. We have already added the switch (the router) to topology for you. You need to add h1, h2, and links with appropriate characteristics to create the setting specified in the image above.  The first few subsections of the [Working with Mininet](https://github.com/mininet/mininet/wiki/Introduction-to-Mininet#working) section of the Mininet guide describe how to add elements to a topology and set performance parameters. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mininet.topo import Topo\n",
    "\n",
    "class BBTopo(Topo):\n",
    "    \"Simple topology for bufferbloat experiment.\"\n",
    "\n",
    "    def __init__(self, queue_size):\n",
    "        super(BBTopo, self).__init__()\n",
    "        \n",
    "        # Create switch s0 (the router)\n",
    "        switch=self.addSwitch('s0')\n",
    "        \n",
    "        # TODO: Create two hosts with names 'h1' and 'h2'\n",
    "        h1= self.addHost('h1')\n",
    "        h2= self.addHost('h2')\n",
    "        \n",
    "        \n",
    "        # TODO: Add links with appropriate bandwidth, delay, and queue size parameters. \n",
    "        #       Set the router queue size using the queue_size argument\n",
    "        #       Set bandwidths/latencies using the bandwidths and minimum RTT given in the network diagram above\n",
    "        self.addLink(h1, switch, bw=1000, delay='10ms',max_queue_size=queue_size)\n",
    "        self.addLink(h2, switch, bw=1.5, delay='10ms',max_queue_size=queue_size)\n",
    "        return"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we need a couple of helper functions to generate traffic between the two hosts. The following function starts a long-lived TCP flow which sends data from h1 to h2 using **iperf**. [Iperf](https://iperf.fr/) is \"a tool for active measurements of the maximum achievable bandwidth on IP networks.\"  You can think of this iperf traffic like a one-way video call. It continually attempts to send a high volume of traffic from the web server h1 to the home computer h2. \n",
    "\n",
    "The following function receives one argument called `net`, which is an instance of mininet with a BBTopo topology that we have created above. We have written the part for the iperf server (h2). Notice that in iperf, server is the one that receives data, which should be the home computer h2. You need to complete the function to also start iperf on the iperf client (h1). The iperf session should run for the number of seconds given in the `experiment_time` argument.\n",
    "\n",
    "You will need to use the `popen` function to run shell commands on a mininet host. The first argument to `popen` is a string command just like you would run in your shell. The second argument should be `shell=True`. You will need to look up the appropriate command line options to run iperf as a client for a given amount of time in the documentation here: [https://iperf.fr/iperf-doc.php#3doc](https://iperf.fr/iperf-doc.php#3doc). You will also need to include the IP address of h2 in your iperf command. This IP address can be accessed with the `h2.IP()` method.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def start_iperf(net, experiment_time):\n",
    "    # Start a TCP server on host 'h2' using perf. \n",
    "    # The -s parameter specifies server mode\n",
    "    # The -w 16m parameter ensures that the TCP flow is not receiver window limited (not necessary for client)\n",
    "    print \"Starting iperf server\"\n",
    "    h2 = net.get('h2')\n",
    "    server = h2.popen(\"iperf -s -w 16m\", shell=True)\n",
    "    \n",
    "    # TODO: Start an TCP client on host 'h1' using iperf. \n",
    "    #       Ensure that the client runs for experiment_time seconds\n",
    "    h1=net.get('h1')\n",
    "    server_ip=h2.IP()\n",
    "    client_string=\"iperf -c {0} -t {1}\".format(server_ip,experiment_time)\n",
    "    client = h1.popen(client_string,shell=True)\n",
    "    print \"Starting iperf client\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, you need to complete the following function that starts a back-to-back ping train from h1 to h2 to measure RTTs. A ping should be sent every 0.1 seconds. Results should be redirected from stdout to the `outfile` argument.\n",
    "\n",
    "As before, `net` is an instance of mininet with a BBTopo topology. As before, you will need to use `popen`.  The command argument to `popen` can redirect stdout using `>` just like a normal shell command.  Read the man page for `ping` for details on available command line arguments. Make sure the second argument to `popen` is `shell=True`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def start_ping(net, outfile=\"pings.txt\"):\n",
    "    # TODO: Start a ping train from h1 to h2 with 0.1 seconds between pings, redirecting stdout to outfile\n",
    "    h1 = net.get('h1')\n",
    "    h2 = net.get('h2')\n",
    "    \n",
    "    \n",
    "    server_ip=h2.IP()\n",
    "    ping_cmd = \"ping -i 0.1 {0} > {1}\".format(server_ip,outfile)\n",
    "    h1.popen(ping_cmd, shell=True)\n",
    "    print \"Starting ping train\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we develop some helper functions to measure the congestion window of the TCP traffic. This will let us analyze at the dynamics of the TCP connections in the mininet network. The following functions are already complete."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "from subprocess import Popen\n",
    "import os\n",
    "\n",
    "def start_tcpprobe(outfile=\"cwnd.txt\"):\n",
    "    Popen(\"sudo cat /proc/net/tcpprobe > \" + outfile, shell=True)\n",
    "\n",
    "def stop_tcpprobe():\n",
    "    Popen(\"killall -9 cat\", shell=True).wait()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then create a helper function that monitors the queue length on a given interface. This will let us analyze how the number of packets in router buffer queues affects performance. This function is already complete."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "from multiprocessing import Process\n",
    "from monitor import monitor_qlen\n",
    "\n",
    "def start_qmon(iface, interval_sec=0.1, outfile=\"q.txt\"):\n",
    "    monitor = Process(target=monitor_qlen,\n",
    "                      args=(iface, interval_sec, outfile))\n",
    "    monitor.start()\n",
    "    return monitor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also need a helper function that starts a webserver on h1. This function is already complete."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import sleep\n",
    "\n",
    "def start_webserver(net):\n",
    "    h1 = net.get('h1')\n",
    "    proc = h1.popen(\"python http/webserver.py\", shell=True)\n",
    "    sleep(1)\n",
    "    return [proc]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we need a helper function that runs on h2, fetches the website from h1 every 3 seconds for `experiment_time`, and prints the average and standard deviation of the download times. This function is already complete"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import time\n",
    "from numpy import mean, std\n",
    "from time import sleep\n",
    "\n",
    "def fetch_webserver(net, experiment_time):\n",
    "    h2 = net.get('h2')\n",
    "    h1 = net.get('h1')\n",
    "    download_times = []\n",
    "    \n",
    "    start_time = time()\n",
    "    while True:\n",
    "        sleep(3)\n",
    "        now = time()\n",
    "        if now - start_time > experiment_time:\n",
    "            break\n",
    "        fetch = h2.popen(\"curl -o /dev/null -s -w %{time_total} \", h1.IP(), shell=True)\n",
    "        download_time, _ = fetch.communicate()\n",
    "        print \"Download time: {0}, {1:.1f}s left...\".format(download_time, experiment_time - (now-start_time))\n",
    "        download_times.append(float(download_time))\n",
    "        \n",
    "    average_time = mean(download_times)\n",
    "    std_time = std(download_times)\n",
    "    print \"\\nDownload Times: {}s average, {}s stddev\\n\".format(average_time, std_time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we need to put together all the pieces to create the network, start all the traffic, and make the measurements. \n",
    "\n",
    "The following `bufferbloat()` function should:\n",
    "* create a `BBTopo` object\n",
    "* start the TCP and queue monitors\n",
    "* start a long-lived TCP flow using iperf\n",
    "* start the ping train\n",
    "* start the webserver\n",
    "* Periodically download the index.html web page from h1 and measure how long it takes to fetch it \n",
    "\n",
    "Note that the long lived flow, ping train, and webserver downloads should all be happening simultaneously. Once you have completed the assignment steps up until here, complete the sections marked `TODO` in the below `bufferbloat()` function. Each TODO section requires adding one line to call a function defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mininet.node import CPULimitedHost, OVSController\n",
    "from mininet.link import TCLink\n",
    "from mininet.net import Mininet\n",
    "from mininet.log import lg, info\n",
    "from mininet.util import dumpNodeConnections\n",
    "\n",
    "from time import time\n",
    "import os\n",
    "from subprocess import call\n",
    "\n",
    "def bufferbloat(queue_size, experiment_time, experiment_name):\n",
    "    # Don't forget to use the arguments!\n",
    "    \n",
    "    # Set the cwnd control algorithm to \"reno\" (half cwnd on 3 duplicate acks)\n",
    "    #    Modern Linux uses CUBIC-TCP by default that doesn't have the usual sawtooth\n",
    "    #    behaviour.  For those who are curious, replace reno with cubic\n",
    "    #    see what happens...\n",
    "    os.system(\"sysctl -w net.ipv4.tcp_congestion_control=reno\")\n",
    "    \n",
    "    # create the topology and network\n",
    "    topo = BBTopo(queue_size)\n",
    "    net = Mininet(topo=topo, host=CPULimitedHost, link=TCLink, \n",
    "                  controller= OVSController)\n",
    "    net.start()\n",
    "\n",
    "    # Print the network topology \n",
    "    dumpNodeConnections(net.hosts)\n",
    "    \n",
    "    # Performs a basic all pairs ping test to ensure the network set up properly\n",
    "    net.pingAll()\n",
    "    \n",
    "    # Start monitoring TCP cwnd size\n",
    "    outfile = \"{}_cwnd.txt\".format(experiment_name)\n",
    "    start_tcpprobe(outfile)\n",
    "\n",
    "    # TODO: Start monitoring the queue sizes with the start_qmon() function.\n",
    "    #       Fill in the iface argument with \"s0-eth2\" if the link from s0 to h2\n",
    "    #       is added second in BBTopo or \"s0-eth1\" if the link from s0 to h2\n",
    "    #       is added first in BBTopo. This is because we want to measure the \n",
    "    #       number of packets in the outgoing queue from s0 to h2. \n",
    "    outfile = \"{}_qsize.txt\".format(experiment_name)\n",
    "    qmon = start_qmon(iface=\"s0-eth2\", outfile=outfile)\n",
    "\n",
    "    # TODO: Start the long lived TCP connections with the start_iperf() function\n",
    "    start_iperf(net,experiment_time)\n",
    "    \n",
    "    # TODO: Start pings with the start_ping() function\n",
    "    outfile = \"{}_pings.txt\".format(experiment_name)\n",
    "    start_ping(net, outfile)\n",
    "    \n",
    "    # TODO: Start the webserver with the start_webserver() function\n",
    "    start_webserver(net)\n",
    "    \n",
    "    # TODO: Measure and print website download times with the fetch_webserver() function\n",
    "    fetch_webserver(net, experiment_time)\n",
    "    \n",
    "    # Stop probing \n",
    "    stop_tcpprobe()\n",
    "    qmon.terminate()\n",
    "    net.stop()\n",
    "    \n",
    "    # Ensure that all processes you create within Mininet are killed.\n",
    "    Popen(\"pgrep -f webserver.py | xargs kill -9\", shell=True).wait()\n",
    "    call([\"mn\", \"-c\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have completed all the steps above, use the `bufferbloat()` function to run the experiment twice, once with queue size of a 20 packets and then queue size of 100 packets. Make sure to run the experiments long enough to see the dynamics of TCP, like the sawtooth behavior of cwnd, in your results (300 seconds should be good).  Choose `experiment_name` arguments that reflect the queue size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "h1 h1-eth0:s0-eth1\n",
      "h2 h2-eth0:s0-eth2\n",
      "*** Ping: testing ping reachability\n",
      "h1 -> h2 \n",
      "h2 -> h1 \n",
      "*** Results: 0% dropped (2/2 received)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iperf server\n",
      "Starting iperf client\n",
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      "\n",
      "Download Times: 1.22547619048s average, 0.531233182207s stddev\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "h1 h1-eth0:s0-eth1\n",
      "h2 h2-eth0:s0-eth2\n",
      "*** Ping: testing ping reachability\n",
      "h1 -> h2 \n",
      "h2 -> h1 \n",
      "*** Results: 0% dropped (2/2 received)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iperf server\n",
      "Starting iperf client\n",
      "Starting ping train\n",
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      "\n",
      "Download Times: 2.23659615385s average, 0.461352745889s stddev\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from subprocess import call\n",
    "call([\"mn\", \"-c\"])\n",
    "\n",
    "# TODO: call the bufferbloat function twice, once with queue size of 20 packets and once with a queue size of 100.\n",
    "experiment_time=300\n",
    "\n",
    "bufferbloat(20, experiment_time, \"number1\")\n",
    "bufferbloat(100, experiment_time, \"number2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part B: Plotting Results\n",
    "\n",
    "In this part of the assignment, you will analyze your measurements by plotting the variations in congestion window, queue length, and ping RTT versus time. We have provided plotting functions for each of these measurements, which are called in the following already complete `plot_measurements()` function. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from plot_cwnd import plot_congestion_window\n",
    "from plot_qsize import plot_queue_length\n",
    "from plot_ping import plot_ping_rtt\n",
    "\n",
    "def plot_measurements(experiment_name_list, cwnd_histogram=False):\n",
    "    \n",
    "    # plot the congestion window over time\n",
    "    for name in experiment_name_list:\n",
    "        cwnd_file = \"{}_cwnd.txt\".format(name)\n",
    "        plot_congestion_window(cwnd_file, histogram=cwnd_histogram)\n",
    "    \n",
    "    # plot the queue size over time\n",
    "    for name in experiment_name_list:\n",
    "        qsize_file = \"{}_qsize.txt\".format(name)\n",
    "        plot_queue_length(qsize_file)\n",
    "    \n",
    "    # plot the ping RTT over time\n",
    "    for name in experiment_name_list:\n",
    "        ping_file = \"{}_pings.txt\".format(name)\n",
    "        plot_ping_rtt(ping_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now you need to call the `plot_measurements` function such that the `experiment_name_list` argument is list of the `experiment_name` arguments you used to run `bufferbloat()` above.  This should generate 6 plots with the results of the experiments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#TODO: Call plot_measurements() to plot your results\n",
    "plot_measurements([\"number1\",\"number2\"], cwnd_histogram=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part C: Analysis\n",
    "\n",
    "In this part of the assignment, you will answer some questions about TCP and bufferbloat using your simulations and the plots from the previous section.  This questions are intentionally open-ended and many have multiple correct answers.  There is no required answer length, but attempt to be both thorough and concise.  1-2 sentences is probably too short. More than 2-3 paragraphs is probably too long. \n",
    "\n",
    "Take some time first to think about the simulation you just performed. The simulation was set up like a home network with a home computer connected to a remote server through a router. The link from the router to the server had much lower bandwidth than the link from the home computer to the router. The independent variable in the simulation was the maximum length of the buffer of packets waiting to be sent from the router to the server. \n",
    "\n",
    "There were 3 sources of traffic:\n",
    "1. A long-lasting TCP session (creating using iperf) sending a high volume of traffic from the home computer to the server.\n",
    "2. Regularly spaced pings and ping replies to and from the home computer and the server\n",
    "3. Regularly spaced attempts to download a website (using HTTP over TCP) from the home computer to the server.\n",
    "\n",
    "As you (hopefully) discovered through the experiment, increasing the length of the packet buffer on the router significantly reduced performance by both ping RTT and HTTP download rate metrics. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q1.\n",
    "What computer networks other than a home network might have a configuration like the one you simulated?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A1.\n",
    "*TODO: your answer here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q2.\n",
    "Write a symbolic equation to describe the relation between RTT and queue size. \n",
    "\n",
    "The symbolic equation should be generalized to any queue size. Basically, consider a snapshot of a system at one point of time, and use queue size and link delays parametrically to compute the RTT\n",
    "\n",
    "An example (incorrect) symbolic equation: \n",
    "$$RTT = kq^2$$\n",
    "where $k$ is a constant factor and $q$ is the number of packets in the queue. Your equation is not limited to $k$ and $q$. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A2.\n",
    "*TODO: your answer here. Use single dollar signs for inline latex math formatting and double dollar signs for block latex math formatting.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q3.  \n",
    "Describe in technical terms why increasing buffer size reduces performance (RTTs and webpage download times), causing the bufferbloat effect.  Be sure to explicitly reference the plots you generated and the relationship between TCP congestion control and buffer size. *This is the most important question and will be weighted correspondingly more.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A3.\n",
    "*TODO: your answer here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q4. \n",
    "Re-describe the cause of the bufferbloat effect using a non-technical analogy to something other than computer networking.  It is important to be able to describe technical content such that a layperson can understand, and generating analogies often helps your own reasoning. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A4.\n",
    "*TODO: your answer here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q5. \n",
    "Is the bufferbloat effect specific to the type of network, traffic, and/or TCP congestion control algorithm we simulated, or is it a general phenomenon?\n",
    "\n",
    "Are there any times when increasing router buffer size would improve performance? If so, give an example.  If not, explain why not. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A5.\n",
    "*TODO: your answer here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q6.\n",
    "Identify and describe a way to mitigate the bufferbloat problem without reducing buffer sizes.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A6.\n",
    "*TODO: your answer here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Submission \n",
    "\n",
    "**Remember to \"Save and Checkpoint\" (from the \"File\" menu above) before you leave the notebook or close your tab.**\n"
   ]
  }
 ],
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